Deep learning of contagion dynamics on complex networks

Prediction of contagion dynamics is of relevance for epidemic and social complex networks. Murphy et al. propose a data-driven approach based on deep learning which allows to learn mechanisms governing network dynamics and make predictions beyond the training data for arbitrary network structures.

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Detalles Bibliográficos
Autores principales:	Charles Murphy, Edward Laurence, Antoine Allard
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2021
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/dd478dea3f164012a35d9b2dec8c9bb8
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spelling	oai:doaj.org-article:dd478dea3f164012a35d9b2dec8c9bb82021-12-02T17:06:34ZDeep learning of contagion dynamics on complex networks10.1038/s41467-021-24732-22041-1723https://doaj.org/article/dd478dea3f164012a35d9b2dec8c9bb82021-08-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-24732-2https://doaj.org/toc/2041-1723Prediction of contagion dynamics is of relevance for epidemic and social complex networks. Murphy et al. propose a data-driven approach based on deep learning which allows to learn mechanisms governing network dynamics and make predictions beyond the training data for arbitrary network structures.Charles MurphyEdward LaurenceAntoine AllardNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-11 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Charles Murphy Edward Laurence Antoine Allard Deep learning of contagion dynamics on complex networks
description	Prediction of contagion dynamics is of relevance for epidemic and social complex networks. Murphy et al. propose a data-driven approach based on deep learning which allows to learn mechanisms governing network dynamics and make predictions beyond the training data for arbitrary network structures.
format	article
author	Charles Murphy Edward Laurence Antoine Allard
author_facet	Charles Murphy Edward Laurence Antoine Allard
author_sort	Charles Murphy
title	Deep learning of contagion dynamics on complex networks
title_short	Deep learning of contagion dynamics on complex networks
title_full	Deep learning of contagion dynamics on complex networks
title_fullStr	Deep learning of contagion dynamics on complex networks
title_full_unstemmed	Deep learning of contagion dynamics on complex networks
title_sort	deep learning of contagion dynamics on complex networks
publisher	Nature Portfolio
publishDate	2021
url	https://doaj.org/article/dd478dea3f164012a35d9b2dec8c9bb8
work_keys_str_mv	AT charlesmurphy deeplearningofcontagiondynamicsoncomplexnetworks AT edwardlaurence deeplearningofcontagiondynamicsoncomplexnetworks AT antoineallard deeplearningofcontagiondynamicsoncomplexnetworks
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Deep learning of contagion dynamics on complex networks

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